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THE CONSCIOUSNESS ATLAS
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ConsciousnessLearn · Explore · Joseph Anady

Atlas adaptive marketing-weight update

Add a performance-driven adjustment to the logarithms of current weights and normalize the result with softmax. For positive weights this has the multiplicative form of reweighting each component by an exponential of the corresponding pressure.

Cross-project equation postersource graphic; not an execution result
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poster-eq-feae79f559b93cmathematical expression
wt+1=softmax⁡ ⁣(log⁡(wt)+β(Pdt))w_{t+1}=\operatorname{softmax}\!\left(\log(w_t)+\beta(Pd_t)\right)

Read the equation

Add a performance-driven adjustment to the logarithms of current weights and normalize the result with softmax. For positive weights this has the multiplicative form of reweighting each component by an exponential of the corresponding pressure.

Its role in the build

The Megamind Equation Atlas

Terms & definitions

The recovered passage does not supply a separate symbol table. Read the source context for the notation used in this version; familiar letters may carry different meanings in other builds.

How it works

  1. Read w_{t+1} as the quantity being defined or updated by this relation.

  2. Uses logarithmic scaling; its base and the positivity of its argument matter.

  3. Use this version’s variable definitions and update order. The same symbol may be assigned a different meaning in another build.

Assumptions & limits

  • log requires strictly positive weights unless a separate floor rule is used. P, β, metric normalization and delayed feedback effects need specification; improvement is not guaranteed.

Original context

Read the surrounding source passage
The Megamind Equation Atlas: Add a performance-driven adjustment to the logarithms of current weights and normalize the result with softmax. For positive weights this has the multiplicative form of reweighting each component by an exponential of the corresponding pressure.
Exact original notation
w_{t+1} = softmax(log(w_t) + β(Pd_t))

Related builds

Sources & provenance

01
Megamind equation atlas infographic.png
Panel 11: MARKETING INTELLIGENCE, upper line; verified transcript lines 227–233 · Jul 10, 2026
w_{t+1} = softmax(log(w_t) + β(Pd_t))

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